商业分析课程

默认只展示每周独有的知识重点；节奏、考核、Tutorial 和避坑信息按需展开。

1. 1

   Module 1: Audit Analytics | Sub-Module 1.1 Self-Directed Learning Sub-Module 1.1: Foundations of Audit Analytics. This topic identifies and explains the key principles of audit and assurance, explores the purposes of data analytics in the field of audit, and introduces the audit decision-making framework.

   第1周主题：Module 1: Audit Analytics | Sub-Module 1.1 Self-Directed Learning Sub-Module 1.1: Foundations of Audit Analytics. This topic identifies and explains the key principles of audit and assurance, explores the purposes of data analytics in the field of audit, and introduces the audit decision-making framework. 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Module 1: Audit Analytics | Sub-Module 1.1 Self-Directed Learning Sub-Module 1.1: Foundations of Audit Analytics. This topic identifies and explains the key principles of audit and assurance, explores the purposes of data analytics in the field of audit, and introduces the audit decision-making framework.”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

   Module1:AuditAnalyticsSub-Module1.1Self-DirectedLearning
2. 2

   Module 1: Audit Analytics | Sub-Module 1.2 and Sub-Module 1.3 Self-Directed Learning Sub-Module 1.2: Audit Analytic Techniques. This topic focuses on the alignment between analytic tools and techniques, and the audit engagement. Self-Directed Learning Sub-Module 1.3 : Machine Learning and AI in the Audit Domain. This topic explores Machine Learning (ML) and Artificial Intelligence (AI) in the field of audit analytics

   第2周主题：Module 1: Audit Analytics | Sub-Module 1.2 and Sub-Module 1.3 Self-Directed Learning Sub-Module 1.2: Audit Analytic Techniques. This topic focuses on the alignment between analytic tools and techniques, and the audit engagement. Self-Directed Learning Sub-Module 1.3 : Machine Learning and AI in the Audit Domain. This topic explores Machine Learning (ML) and Artificial Intelligence (AI) in the field of audit analytics 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Module 1: Audit Analytics | Sub-Module 1.2 and Sub-Module 1.3 Self-Directed Learning Sub-Module 1.2: Audit Analytic Techniques. This topic focuses on the alignment between analytic tools and techniques, and the audit engagement. Self-Directed Learning Sub-Module 1.3 : Machine Learning and AI in the Audit Domain. This topic explores Machine Learning (ML) and Artificial Intelligence (AI) in the field of audit analytics”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

   Module1:AuditAnalyticsSub-Module1.2and
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   Module 1: Audit Analytics - Live Session Live Session

   第3周主题：Module 1: Audit Analytics - Live Session Live Session 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Module 1: Audit Analytics - Live Session Live Session”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

   Module1:AuditAnalytics-LiveSession
4. 4

   Module 1: Reflection Reflect on course materials for Module 1 and finalise Assessment 1.

   第4周主题：Module 1: Reflection Reflect on course materials for Module 1 and finalise Assessment 1. 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Module 1: Reflection Reflect on course materials for Module 1 and finalise Assessment 1.”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

   Module1:ReflectionReflectoncoursematerialsfor
5. 5

   Module 2: Healthcare Analytics | Sub-Module 2.1 Self-Directed Learning: Transformation in the Healthcare Domain. This topic focuses on the application of data analysis techniques in healthcare. You will explore the Healthcare Analytics Framework and review a variety of case studies featuring the application of bespoke analytics to solve healthcare related challenges.

   第5周主题：Module 2: Healthcare Analytics | Sub-Module 2.1 Self-Directed Learning: Transformation in the Healthcare Domain. This topic focuses on the application of data analysis techniques in healthcare. You will explore the Healthcare Analytics Framework and review a variety of case studies featuring the application of bespoke analytics to solve healthcare related challenges. 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Module 2: Healthcare Analytics | Sub-Module 2.1 Self-Directed Learning: Transformation in the Healthcare Domain. This topic focuses on the application of data analysis techniques in healthcare. You will explore the Healthcare Analytics Framework and review a variety of case studies featuring the application of bespoke analytics to solve healthcare related challenges.”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

   Module2:HealthcareAnalyticsSub-Module2.1Self-DirectedLearning:
6. 6

   Module 2: Healthcare Analytics | Sub-Module 2.2 Self-Directed Learning: Advanced Analytics in Healthcare. This topic introduces both basic and advanced sources of data and analysis techniques commonly used in healthcare. | Module 2: Healthcare Analytics - Live Session Live Session

   第6周主题：Module 2: Healthcare Analytics | Sub-Module 2.2 Self-Directed Learning: Advanced Analytics in Healthcare. This topic introduces both basic and advanced sources of data and analysis techniques commonly used in healthcare. | Module 2: Healthcare Analytics - Live Session Live Session 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Module 2: Healthcare Analytics | Sub-Module 2.2 Self-Directed Learning: Advanced Analytics in Healthcare. This topic introduces both basic and advanced sources of data and analysis techniques commonly used in healthcare. | Module 2: Healthcare Analytics - Live Session Live Session”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

   Module2:HealthcareAnalyticsSub-Module2.2Self-DirectedLearning:
7. 7

   Module 2: Healthcare Analytics | Sub-Module 2.3 Self-Directed Learning: Implementing Healthcare Analytics. This topic focuses on challenges and crucial decisions that a healthcare data analyst may face while developing and implementing a real-world healthcare analytics project.

   第7周主题：Module 2: Healthcare Analytics | Sub-Module 2.3 Self-Directed Learning: Implementing Healthcare Analytics. This topic focuses on challenges and crucial decisions that a healthcare data analyst may face while developing and implementing a real-world healthcare analytics project. 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Module 2: Healthcare Analytics | Sub-Module 2.3 Self-Directed Learning: Implementing Healthcare Analytics. This topic focuses on challenges and crucial decisions that a healthcare data analyst may face while developing and implementing a real-world healthcare analytics project.”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

   Module2:HealthcareAnalyticsSub-Module2.3Self-DirectedLearning:
8. 8

   Module 2: Reflection Reflect on course materials for Module 2 and finalise Assessment 2.

   第8周主题：Module 2: Reflection Reflect on course materials for Module 2 and finalise Assessment 2. 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Module 2: Reflection Reflect on course materials for Module 2 and finalise Assessment 2.”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

   Module2:ReflectionReflectoncoursematerialsfor
9. 9

   Module 3: HR Analytics | Sub-Module 3.1 Self-Directed Learning: The Three Core Pillars of HR Analytics. This topic introduces the concepts of the Human Resources (HR) function, Human Resource Management (HRM) and the three pillars of HR Analytics. The first pillar of HR Analytics, Engagement, is explored in detail.

   第9周主题：Module 3: HR Analytics | Sub-Module 3.1 Self-Directed Learning: The Three Core Pillars of HR Analytics. This topic introduces the concepts of the Human Resources (HR) function, Human Resource Management (HRM) and the three pillars of HR Analytics. The first pillar of HR Analytics, Engagement, is explored in detail. 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Module 3: HR Analytics | Sub-Module 3.1 Self-Directed Learning: The Three Core Pillars of HR Analytics. This topic introduces the concepts of the Human Resources (HR) function, Human Resource Management (HRM) and the three pillars of HR Analytics. The first pillar of HR Analytics, Engagement, is explored in detail.”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

   Module3:HRAnalyticsSub-Module3.1Self-DirectedLearning:
10. 10

    Module 3: HR Analytics | Sub-Module 3.2 S elf-Directed Learning: Employee Performance. This topic explores the second core pillar of HR analytics, employee performance. An industry case snapshot is also provided, which will play a central role in your third assessment task. | Module 3: HR Analytics | Live Session Live Session

    第10周主题：Module 3: HR Analytics | Sub-Module 3.2 S elf-Directed Learning: Employee Performance. This topic explores the second core pillar of HR analytics, employee performance. An industry case snapshot is also provided, which will play a central role in your third assessment task. | Module 3: HR Analytics | Live Session Live Session 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Module 3: HR Analytics | Sub-Module 3.2 S elf-Directed Learning: Employee Performance. This topic explores the second core pillar of HR analytics, employee performance. An industry case snapshot is also provided, which will play a central role in your third assessment task. | Module 3: HR Analytics | Live Session Live Session”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

    Module3:HRAnalyticsSub-Module3.2Self-Directed
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    Module 3: HR Analytics | Sub-Module 3.3 Self-Directed Learning: Employee Turnover. This topic focuses on the third pillar of HR Analytics, employee turnover.

    第11周主题：Module 3: HR Analytics | Sub-Module 3.3 Self-Directed Learning: Employee Turnover. This topic focuses on the third pillar of HR Analytics, employee turnover. 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Module 3: HR Analytics | Sub-Module 3.3 Self-Directed Learning: Employee Turnover. This topic focuses on the third pillar of HR Analytics, employee turnover.”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

    Module3:HRAnalyticsSub-Module3.3Self-DirectedLearning:
12. 12

    Module 4: Reflection Self-Directed Learning: Fostering Action Through Integration. In this concluding module, we will bring together the knowledge you have gained from the three domains. | Drop in consultations available

    第12周主题：Module 4: Reflection Self-Directed Learning: Fostering Action Through Integration. In this concluding module, we will bring together the knowledge you have gained from the three domains. | Drop in consultations available 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Module 4: Reflection Self-Directed Learning: Fostering Action Through Integration. In this concluding module, we will bring together the knowledge you have gained from the three domains. | Drop in consultations available”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

    Module4:ReflectionSelf-DirectedLearning:FosteringActionThrough
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    Modules 3 and 4: Reflection Reflect on course materials and finalise Assessment 3, progress Assessment 4.

    第13周主题：Modules 3 and 4: Reflection Reflect on course materials and finalise Assessment 3, progress Assessment 4. 本周先完成 Lecture/Reading 的概念梳理，再用 tutorial 或题目验证理解，重点是把概念转成可解释的步骤。 学习重点：围绕“Modules 3 and 4: Reflection Reflect on course materials and finalise Assessment 3, progress Assessment 4.”识别关键术语、方法边界和常见误区，输出一页结构化笔记（定义、方法、例题、易错点）。 实操建议：至少完成 2-3 个与本周主题直接相关的练习，并记录每题的假设与推导过程，避免只记结论。 交付与复盘：对照 BSAN7213 的 assessment 要求检查本周产出，保留可复用模板用于后续周和考前复盘。

    Modules3and4:ReflectionReflectoncourse